Game Cog:全面的 AI 游戏世界与资产构建工具 - Openclaw Skills

作者:互联网

2026-03-26

其他

什么是 Game Cog?

Game Cog 是一款高性能开发技能,专为深度游戏设计推理而设计,在行业基准测试中名列前茅。虽然许多工具专注于单个图像生成,但此技能专注于架构的连贯性,确保机制、美术、音乐和 UI 都能感觉到统一。对于使用 Openclaw Skills 且需要从单一愿景转向完整实现的游戏世界的开发者来说,它是必不可少的组件。

通过利用 cellcog 框架,它可以处理复杂的简报,制作从角色一致的精灵图和无缝瓦片集到生产就绪的 3D 模型和专业游戏设计文档的所有内容。它简化了创作流程,允许独立开发者和工作室在数千个独特资产中保持艺术完整性。

下载入口:https://github.com/openclaw/skills/tree/main/skills/nitishgargiitd/game-cog

安装与下载

1. ClawHub CLI

从源直接安装技能的最快方式。

npx clawhub@latest install game-cog

2. 手动安装

将技能文件夹复制到以下位置之一

全局模式 ~/.openclaw/skills/ 工作区 /skills/

优先级:工作区 > 本地 > 内置

3. 提示词安装

将此提示词复制到 OpenClaw 即可自动安装。

请帮我使用 Clawhub 安装 game-cog。如果尚未安装 Clawhub,请先安装(npm i -g clawhub)。

Game Cog 应用场景

  • 设计具有一致姿势、动画和对话头像的主角及 NPC。
  • 为环境和地下城生成无缝的 16 位或高分辨率瓦片集。
  • 为 Unity、Godot 和 Unreal 等引擎创建 GLB 格式的生产就绪 3D 模型。
  • 起草专业的游戏设计文档 (GDD),包括核心循环、进度和商业化。
  • 构建精美的 UI/UX 元素,如 HUD、背包系统和主菜单。
Game Cog 工作原理
  1. 开发者通过 SDK 发起请求,指定所需的游戏资产或设计文档。
  2. Game Cog 使用深度推理分析提示词,以确保与指定的美术风格和游戏机制保持一致。
  3. 系统生成高保真视觉或文本内容,如精灵图表或叙事背景。
  4. 对于 3D 资产,它生成优化的参考图像并将其转换为带贴图的 GLB 文件。
  5. 该过程在智能体模式下异步运行,任务完成后通过 Openclaw Skills 会话通知开发者。

Game Cog 配置指南

要开始使用 Game Cog,必须首先安装 cellcog 依赖项,它负责处理 SDK 和 API 集成。在终端中运行以下命令:

clawhub install cellcog

安装后,您可以在 Python 环境中实现“发后即忘”模式,以触发游戏开发任务而无需轮询结果。

Game Cog 数据架构与分类体系

该技能根据资产类型和目标游戏引擎要求组织输出。数据结构通常如下:

资产类别 格式 包含的元数据
角色/精灵图 PNG / 精灵图表 姿势元数据,帧数
3D 模型 GLB PBR 材质,面数,贴图
世界构建 PNG / 瓦片集 瓦片尺寸(如 32x32),无缝标记
文档 Markdown GDD 结构,叙事分支,机制
UI/UX PNG / 矢量 图层信息,透明度设置
name: game-cog
description: "Other tools generate sprites. CellCog builds game worlds. #1 on DeepResearch Bench (Feb 2026) for deep game design reasoning — character-consistent art, sprites, tilesets, music, UI, 3D models, GDDs, level design, and game prototypes, all cohesive across every asset."
metadata:
  openclaw:
    emoji: "??"
author: CellCog
dependencies: [cellcog]

Game Cog - Build Game Worlds, Not Just Sprites

Other tools generate sprites. CellCog builds game worlds. #1 on DeepResearch Bench (Feb 2026) for deep game design reasoning.

Game development is a multi-discipline problem — mechanics, art, music, UI, and level design all need to feel unified. CellCog reasons deeply about your game's vision first, then produces character-consistent art, tilesets, music, sound effects, UI elements, 3D models, and full game design documents — all cohesive from a single brief.


Prerequisites

This skill requires the cellcog skill for SDK setup and API calls.

clawhub install cellcog

Read the cellcog skill first for SDK setup. This skill shows you what's possible.

Quick pattern (v1.0+):

# Fire-and-forget - returns immediately
result = client.create_chat(
    prompt="[your game dev request]",
    notify_session_key="agent:main:main",
    task_label="game-dev",
    chat_mode="agent"  # Agent mode for most game assets
)
# Daemon notifies you when complete - do NOT poll

What You Can Create

Character Design

Bring your game characters to life:

  • Player Characters: "Design a cyberpunk samurai protagonist with multiple poses"
  • NPCs: "Create a friendly merchant character for a fantasy RPG"
  • Enemies: "Design a boss monster - corrupted tree guardian"
  • Character Sheets: "Create a full character sheet with idle, run, attack poses"
  • Portraits: "Generate dialogue portraits for my visual novel cast"

Example prompt:

"Design a main character for a cozy farming game:

Style: Stardew Valley / pixel art inspired but higher resolution Character: Young farmer, customizable gender, friendly expression

Need:

  • Front, back, side views
  • Idle pose
  • Walking animation frames (4 directions)
  • Tool-holding poses (hoe, watering can)

Color palette: Warm, earthy tones"

Environment & Tiles

Build your game worlds:

  • Tilesets: "Create a forest tileset for a top-down RPG"
  • Backgrounds: "Design parallax backgrounds for a side-scroller"
  • Level Concepts: "Create concept art for a haunted mansion level"
  • Props: "Generate decorative props for a medieval tavern"
  • UI Elements: "Design health bars, inventory slots, and buttons"

Example prompt:

"Create a tileset for a dungeon crawler:

Style: 16-bit inspired, dark fantasy

Include:

  • Floor tiles (stone, dirt, water)
  • Wall tiles (brick, cave, decorated)
  • Doors (wooden, iron, magic)
  • Props (torches, chests, barrels, bones)
  • Traps (spikes, pressure plates)

All tiles should seamlessly connect."

Game Concepts

Develop your game ideas:

  • Game Design Documents: "Create a GDD for a roguelike deckbuilder"
  • Story Outlines: "Write the main storyline for a sci-fi RPG"
  • Mechanics Design: "Design a unique combat system for my action game"
  • World Building: "Create the lore for a post-apocalyptic world"
  • Pitch Decks: "Build a pitch deck for my indie game to show publishers"

Example prompt:

"Create a game design document for a mobile puzzle game:

Core concept: Match-3 meets city building Target: Casual players, 5-minute sessions

Include:

  • Core loop explanation
  • Progression system
  • Monetization strategy (ethical F2P)
  • First 10 levels design
  • Art style recommendations

Reference games: Gardenscapes meets SimCity"

3D Models & Assets

Production-ready 3D models in GLB format for your game engine:

  • Characters: "Create a 3D model of my RPG protagonist"
  • Weapons & Items: "Generate 3D weapon models — sword, axe, bow, staff"
  • Props: "Create 3D dungeon props — chests, barrels, torches"
  • Vehicles: "Build a low-poly spaceship for my mobile game"
  • Environment pieces: "Generate 3D trees, rocks, and buildings for my world"

CellCog handles the full pipeline — describe what you want, and it generates optimized reference images then converts to textured 3D models. Batch generation supported (e.g., "create 10 weapon models").

GLB output works with Unity, Unreal, Godot, Three.js, and Blender. Specify poly count and PBR materials for your target platform.

For dedicated 3D generation workflows, also check out 3d-cog.

Sprites & Animation

Assets ready for your game engine:

  • Sprite Sheets: "Create a sprite sheet for a ninja character"
  • Animated Effects: "Design explosion and hit effect animations"
  • Items: "Generate icons for weapons, potions, and armor"
  • Particle Effects: "Create magic spell effect concepts"

UI/UX Design

Make your game feel polished:

  • Main Menus: "Design a main menu for a horror game"
  • HUD Elements: "Create health, mana, and stamina bars"
  • Inventory Systems: "Design an inventory UI for a survival game"
  • Dialogue Boxes: "Create dialogue UI for a visual novel"

Art Styles

Style Best For Characteristics
Pixel Art Retro, indie Nostalgic, clear, limited palette
Hand-Painted RPGs, fantasy Rich, detailed, artistic
Vector/Flat Mobile, casual Clean, scalable, modern
Low Poly 3D Stylized 3D games Geometric, distinctive
Anime/Manga Visual novels, JRPGs Expressive, stylized
Realistic AAA-style Detailed, immersive
3D Models (GLB) Game engines, AR/VR Textured, customizable topology and poly count

Chat Mode for Game Dev

Scenario Recommended Mode
Individual assets, sprites, character designs, UI elements "agent"
Full game concepts, complex world building, narrative design "agent team"

Use "agent" for most game assets. Characters, tilesets, UI elements execute well in agent mode.

Use "agent team" for game design depth - full GDDs, complex narratives, or when you need multiple creative angles explored.


Example Prompts

Full character design:

"Design an enemy type for my metroidvania:

Concept: Shadow creatures that emerge from walls Behavior: Ambush predator, retreats when hit

Need:

  • Concept art showing the creature emerging from shadow
  • Idle animation frames (lurking)
  • Attack animation frames
  • Death/dissolve animation

Style: Dark, fluid, unsettling but not gory (Teen rating)"

Complete tileset:

"Create a complete tileset for a beach/tropical level:

Style: Bright, colorful, 32x32 pixel tiles

Include:

  • Sand (multiple variations)
  • Water (shallow, deep, animated waves)
  • Palm trees and tropical plants
  • Rocks and cliffs
  • Beach items (shells, starfish, umbrellas)
  • Wooden platforms/bridges

Should work for a platformer game."

Game concept:

"Design a game concept: 'Wizard's Delivery Service'

Pitch: You're a wizard who delivers magical packages across a fantasy kingdom Genre: Cozy adventure / time management Platform: PC and Switch

I need:

  • Core gameplay loop
  • Progression systems
  • Character concepts for the wizard and NPCs
  • 3 sample delivery missions
  • Art style moodboard

Vibe: Studio Ghibli meets Overcooked"


Tips for Better Game Assets

  1. Specify dimensions: "32x32 tiles" or "1920x1080 background" prevents mismatched assets.

  2. Reference existing games: "Style like Hollow Knight" or "Celeste-inspired" gives clear direction.

  3. Think about implementation: Request assets in formats your engine can use. Mention if you need transparency, layers, or specific file types.

  4. Consistency matters: When requesting multiple assets, describe your game's overall style guide so everything matches.

  5. Animation frames: Specify frame count and whether you need sprite sheets or individual frames.

  6. Consider your scope: Start with placeholder assets and iterate. Perfect is the enemy of shipped.